{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacked News Labeling\n",
    "- Comparison of heatmaps between Moonshot-v1 and GPT4-Turbo\n",
    "- The union of the small set and the medium set are used.\n",
    "- Note that the number of data entries in gpt4-turbo-128k_stacked_news_labeling.jsonl is slightly fewer than mooshot-v1_stacked_news_labeling.jsonl. This is because a small number of samples encountered HTTP_ERROR or UNKNOWN_ERROR even after 5 attempts with GPT4-Turbo, and we ignored these samples, only evaluating valid responses.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import pandas as pd\n",
    "import json\n",
    "import os\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read data \n",
    "import jsonlines \n",
    "from tqdm import tqdm \n",
    "import pandas as pd \n",
    "json_data_file = \"./gpt4-turbo-128k_stacked_news_labeling.jsonl\"\n",
    "def translate_pos_ratio(pos_ratio):\n",
    "    interval_width = 1. / 12\n",
    "    half_interval_width = interval_width / 2.\n",
    "    return round((int(pos_ratio / interval_width) * interval_width + half_interval_width)*100,2)\n",
    "\n",
    "def traslate_context_length(cur_length):\n",
    "    interval = 16\n",
    "    max_context_length = 44200.\n",
    "    interval_length = max_context_length / interval\n",
    "    int_number = int(cur_length / interval_length)\n",
    "    res = int_number * interval_length + interval_length/2.\n",
    "    return res \n",
    "\n",
    "def create_pivot_table(json_data_file: str):\n",
    "    df_list = []\n",
    "    with jsonlines.open(json_data_file, \"r\") as f_reader:\n",
    "        for cur_json_obj in tqdm(f_reader):\n",
    "            df_list.append([cur_json_obj['internlm2_length'], cur_json_obj['pos_ratio'], cur_json_obj['score']])\n",
    "    df = pd.DataFrame(df_list, columns=['context_length', 'context_depth', \"score\"])\n",
    "    df['pos_ratio']  = df['context_depth'].apply(translate_pos_ratio)\n",
    "    df['avg_context_length'] = df['context_length'].apply(traslate_context_length)\n",
    "\n",
    "    df = df[['avg_context_length', 'pos_ratio', 'score']]\n",
    "    aggregated_df = df.groupby(['avg_context_length', 'pos_ratio'])['score'].mean().reset_index()\n",
    "    print (aggregated_df.head())\n",
    "    print (f\"You have {len(aggregated_df)} rows\")\n",
    "    pivot_table = aggregated_df.pivot(index='pos_ratio', columns='avg_context_length', values='score')\n",
    "    # pivot_table.iloc[:5, :5]\n",
    "    return pivot_table\n",
    "\n",
    "def save_figure(pivot_table, save_name, title):\n",
    "    cmap = LinearSegmentedColormap.from_list(\"custom_cmap\", [\"#F0496E\", \"#EBB839\", \"#0CD79F\"])\n",
    "\n",
    "    plt.figure(figsize=(19, 6)) \n",
    "    sns.heatmap(\n",
    "        pivot_table,\n",
    "        vmin=0.0,\n",
    "        vmax=1,\n",
    "        # annot=True,\n",
    "        fmt=\"g\",\n",
    "        cmap=cmap,\n",
    "        cbar_kws={'label': 'Accuracy'}\n",
    "    )\n",
    "\n",
    "    # More aesthetics\n",
    "    plt.title( title, fontsize=20)  # Adds a title\n",
    "    plt.xlabel('Token Limit', fontsize=20)  # X-axis label\n",
    "    plt.ylabel('Depth Percent', fontsize=20)  # Y-axis label\n",
    "    plt.xticks(rotation=45)  # Rotates the x-axis labels to prevent overlap\n",
    "    plt.yticks(rotation=0)  # Ensures the y-axis labels are horizontal\n",
    "    plt.tight_layout()  # Fits everything neatly into the figure area\n",
    "\n",
    "    plt.savefig(save_name, format=\"pdf\", bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "27193it [00:00, 479606.53it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   avg_context_length  pos_ratio     score\n",
      "0             1381.25       4.17  0.857143\n",
      "1             1381.25      12.50  0.962963\n",
      "2             1381.25      20.83  0.937500\n",
      "3             1381.25      29.17  0.882353\n",
      "4             1381.25      37.50  0.937500\n",
      "You have 192 rows\n"
     ]
    },
    {
     "data": {
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ocAqk8PBwNGrUCAEBAWjevLmhw/lPiIiIgLe3Nx8M5aGIiAjUrFkTR48eNXQoBRrznPfCwsLQqFEjBAUFoW3btoYOp0BijvNeeHg4fH19MWTIEDRu3NjQ4RRYrMt5j9e9vBceHo7q1atj7969hg6lQGOe8x6vfXlP9ywjKCgIXbp0ee48Z/UR/T8hymVhYWFia2srH374YZbnNRpNPkdUsISHh4udnZ0EBQUpx1JSUuThw4eiVqsNGFnBEhERIQ4ODjJx4kQRyay3Fy5ckOjoaLly5YqBoysYoqKipFChQhISEiIiImq1Wk6fPi2HDh2SqKgoA0dXMJ0+fVqsra0lODjY0KEUWGFhYWJtba20HVnRarX5GFHBxDznvejoaLG0tJSPPvpIRDLzeebMGdm1a5fcu3dPUlNTDRyh8WOO815UVJRYWVnJrFmzRCQzx9euXZPjx4+LRqPhfUkuYV3Oe7zu5T1dP3nChAmGDqVAY57zHq99eU933Zs5c6aIZOb4+PHj8uuvv0pMTIw8evRIRPj8k0hERCXCoVjKPVFRUWjQoAHef/99zJ8/H1qtFtu2bcPVq1fh6OiIgIAAWFhYQKvVcrmn1/DgwQNUrlwZVapUwb59+6BWq/H+++/j4sWLOHfuHNq3b49+/fqhUaNGhg7VqKWkpMDNzQ1WVla4cuUKAKBbt264fPky4uLi4OLigmnTpqFv374GjtQ4iQjS0tLQoEED3Lx5E6dOnUKxYsUQEBCA+Ph4xMfHIy0tDTNmzEBQUJChwy0wLl68iIoVK2LWrFmYOnUq0tPT8euvvyIuLg5ubm6oUaMGZ/i9oUuXLqF8+fKYOnUqPvroI6jVaixduhSxsbEoXrw4atSoobwNLiJcZuQ1Mc95LyUlBe+99x7Wr1+v7A3XoUMHXLlyBVFRUfD09ESHDh0QEhICR0dHA0drnJjjvPf48WN06dIFJ06cwP379wFk9ufOnj2L6OhoeHt7Y+jQoejTpw9sbW0NHK3xYl3Oe7zu5b24uDh4enpi6tSpmDFjBjIyMrB161ZcuXIFZcuWRa1atVCyZElDh2n0mOe8x2tf3lOr1RgzZgwWL16M5ORkWFtbo3Xr1rhz5w4iIyNRsWJFVK1aFYsWLYKrqyvbZfrPMzN0AFSwrFy5EklJSejatStSUlLQoUMHJCcn49KlSyhUqBA++ugjhIaGwsHBgQ3waxARDBw4EN988w3WrFmDdevW4cmTJ+jSpQsePnyI0NBQjB8/HkuWLEHt2rUNHa7Rsra2xvLlyxEYGIgRI0YgKioKlpaW+Oijj6DRaHDgwAH0798ftra26Ny5s6HDNUpWVlaYP38+RowYgXHjxuHcuXMoUqQIvv76a1hZWeHw4cMYM2YMChUqhGHDhhk6XKOn1Wqxd+9eqFQqWFtbAwDat2+PO3fuQERw69YteHp6YvDgwejdu7eBozVecXFxMDU1RUpKCgCgdevWePToEezs7LB3716sXbsW0dHRmDBhAq9/b4B5znsWFhYYNGgQrl+/jqpVq8LR0RFFihTBV199hcqVK+O7777Dzp074eTkhODgYOb5NVhZWWHw4MHMcR6ysrJCt27dkJaWho4dO+L+/ftwdnbGzJkz4eHhgTlz5mDx4sVwdHREYGCgocM1WqzLeY/XvbylVquxZs0aWFhYoGLFigCATp064dq1a0hOTsaNGzfQvn17jBw5Es2aNTNwtMYrIyODec4HNjY2CAwM5LUvD5mZmWHcuHG4dOkS3N3dUa5cObi6umL27NmoUKECfv/9d6xcuRIzZszAN998A3Nzc0OHTGRYhppyRQVXz549pXDhwuLt7S2dOnWS2NhYuXPnjhw/flxq164tvr6+XB4uh27cuKF8nZiYKJMmTRKVSiXNmjWTu3fvKuf2798vNWrUkK+++soAURYMT0+L3rx5s6hUKvH19ZXbt28rxxMTE6Vnz57Svn17SUpK4hIXOXD58mVZt26d0gbs27dPihUrJk2aNJGEhAS9sh9++KFUq1ZN7t27xxzngjt37siiRYvE0dFRChcuLAEBAXLhwgURyVw24N1335VWrVrJvXv3DByp8cnIyBCRzCVQN23aJIUKFRIrKyvp0qWLxMfHi4jItWvXZNy4cVKrVi05c+aMIcM1emlpacxzHomJiZFt27aJSOb18MCBA9KoUSOpX7++kmOdnj17Sr169bicyBvQaDTyzz//MMe57Pz58/LPP/+ISGb7vHr1aqlRo4Y0bdpUrl27ple2SZMm0rZtW0OEWaCwLucN9i/yz/nz5yUkJEQqVaokxYsXV55jiIgcOnRIatasKb179+Y9yRuKjY1lnvNBRkaGrFq1ite+XBYTEyNr1qxRvo+Pj5dOnTpJzZo1JS4uTq9sSEiIeHp6ysOHD/M7TKK3DgefKE/07t1b3N3d5ezZs3rH165dKyVLlpSYmBgDRWZ8oqOjRaVS6a2J/PDhQ1m6dKls2LBBtFqt3o1c3bp1pV+/foYI1ag9ePBArl279txeQ4cPH5YffvjhuQHTwYMHS7NmzfIzRKMXEREhNjY2Urt2bb3jp0+fllWrVik32DpTpkyRevXq8eYjF925c0cWLlwoHTt2lOPHj+ud279/v6hUKjl69KiBojNOkZGR0rhxY2XQLiMjQ/7880/p1KmT8vBTJywsTFQqlWzdutUQoRYoaWlpzHMui4qKEmtraylZsqSyt6FWq5XQ0FDZuXOn0kbr/vv5559LrVq1JC0tzWAxG5u7d+9KeHi4REZGyq1bt0Qk86H9oUOHmONcEhUVJU5OTuLn56c88FGr1fL777/Ltm3blD6zLsfBwcHSqFEjg8VrrFiX8x77F/kvLi5Oxo0bJx06dHjunnDjxo2iUqmee75BrxYbGyuDBw+W9PR0ERG5ePEi85zLHj58KJcvX5Zr165JcnKyiGS2Gbz25Z7IyEixtLQUMzMzvXp7+fJl2bdvn1K/dc+NfvrpJ/Hy8uLgE5GIcNk9eiPXr1/HsWPH8PDhQ9StWxdeXl4AgDVr1mD37t0oU6YMACh7PNna2sLW1hb29vaGDNtohIWFoUmTJihevDhOnz6Na9euoVSpUnBwcECPHj1gZWUFlUoFlUoFrVaLtLQ0uLi4wMfHx9ChG5WoqCiMGDECd+7cQWJiIt555x0sXrwYAFC/fn3UrVtX2aNM/n+5SI1GA29vb2g0GpiYmHCJi1cIDw9Hw4YN0apVKxw7dgwrVqzAwIEDISKoUaMGqlev/tw+cPfu3YOXlxcyMjJgbm7OHOdQfHw89u3bh4SEBNSpUwdNmzZFkSJF0LNnT/j5+aFq1aoAMus0kLnMlqenJ1xcXAwZtlEJDw9H8+bN8eDBAyxbtgxBQUEwMzNDmzZtUKVKFeUaqMuxlZUVvL29Ubx4cUOGbXQuXryIDRs24ObNm6hcuTL69esHCwsLtGrVinnOJWFhYfD19UWDBg1w6dIlnD17FqVLl4ZKpYKvry80Gg1MTU0BZC41AgCxsbHw8PBg25xNkZGR6NOnDzQaDRISEtCuXTsEBwejevXq8PX1hVarZY7fkK4ee3l5IS4uDrdu3YKDgwNMTU0REBCg9NmAf3N8/fp1eHl5QavVKn1qejnW5bzH/kXeu3btGsLDw3Hjxg34+fmhYsWKKF++PEaPHo34+HhUqlQJwL/PMczNzeHh4QEnJycDR25cdHX50aNHGDp0KHx8fODu7o6xY8fi0qVLzHMuiIqKwuDBg5GUlIRbt25hyJAhGDp0KNzc3PDuu+/q7bfOa9/rCQ8PR/369dG2bVtcunQJhw8fhpeXF0QEbm5uKFOmjJJD3fXv6NGjqFChAiwtLQ0ZOtHbwYADX2TkIiIipEKFClK7dm0pW7as2NraysGDB1/6M+PHj5dWrVrJo0eP8ilK4xUWFibW1tYye/ZsOX78uJiZmckff/zxwvIZGRkyY8YMKV26tJw/fz4fIzVusbGx4uTkJBMnTpTNmzfL6tWrxdHRUb755pssy9+7d0+mTZsmLi4uyhIB9HLh4eFibW0tU6ZMkbS0NPH395fevXuLiGS5/EpCQoJMmzZNHB0dJTo6Or/DLRAiIiKkRIkS4u/vL66urlKvXj359NNPXzqLbNKkSVK/fn0uu5dNYWFhYmVlJR9++KH0799fGjdu/MqfmTx5snh7eytvidOrRURESNGiRSUgIECqVq0qPj4+Mnz48Jcu3cQ858ypU6fEzs5Opk2bJiIibdq0EV9f3xeWf/DggYSEhIiLiwtnsmfT2bNnxdXVVYKCguTMmTOycuVK8fX1lUWLFmVZnjnOudOnT4utra1Mnz5dRER8fHykW7duL7zuPXnyRCZPniyurq5cqiwHWJfzHvsXeS8iIkLKli0rfn5+YmVlJb6+vrJ+/XrlfFbtRlBQkDRv3lwSExPzM1SjpqvL48aNk8qVK8vIkSP1zjPPby42NlaKFi0qH374oYSGhsonn3wi7u7usnHjxizL89qXc7p+8tSpU0VEpF+/flK+fPnnVm3RSUhIkODgYHF2dn5uZh/RfxUHn+i1xMXFScmSJSUkJETu378v8fHxMmTIEGnSpIkkJiY+15GIiYmRCRMmiKOjo4SHhxsoauMRFRUlKpVKpkyZohzr06eP1K9fX+7cufNc+S1btsjgwYPF2dlZTp06lZ+hGrWHDx9Kp06dZPTo0cqxtLQ06d27twwaNOi58v/884/06tVLihUrxjxnU2xsrKhUKqWzJiLy888/i0qlem7ZNxGRY8eOSbdu3aRUqVJy+vTpfIy04Lh06ZKUK1dOJk+eLOnp6fLo0SMZMWKENG/ePMv99iIjI+XDDz8UBwcHts/ZdPLkSbG2tpZJkyaJSObNtbm5uaxcuTLL8qdOnZLRo0dL4cKFJSwsLD9DNWrx8fFSuXJlCQkJEZHMG+Yvv/xS6tWrl+UDNuY55y5duiTW1tYyceJE5djatWulXLlysn//fhHRfzj0999/S7du3cTNzY3XwWxKSkqSPn36yMCBA/WOjxgxQmrVqvXcwwvmOOfOnTsn1tbWSluh1Wplzpw5UrVqVWVvw6fr8caNG6Vt27ZSqlQp5jgHWJfzHvsXeS8uLk7KlCkjU6ZMkYcPH8q9e/ekVatW8s4772RZPiYmRiZNmiQODg4SERGRv8EasVOnTum1y99++624ubllef8nwjy/jsTERAkICJAhQ4boHe/atau0adPmufK89uXctWvXxNraWoKCgpRjhw8fFnd3d1m1apWI6Pcv9u3bJ/3795dy5crxWQbRU0xePTeKSF96ejq+/fZb+Pn54aOPPoKjoyPKlCmDJk2a4OrVqzAzM9ObthsREYHvv/8ef/75J/bu3Yvq1asbMPq3n0ajwd69ezFnzhzMmTNHOd6yZUtcu3YNly5dUso9/TO2trY4cOAAatasme8xG6u0tDSYmZmhfv36yjELCwv4+PjgzJkzAICMjAzlnKOjIxo1aoR//vmHec4mV1dXfPnll5g9ezaAzOVBOnXqhEaNGuGHH35AWlqaXvlSpUohMDAQ+/btQ40aNQwQsXFTq9X49ddfUaNGDUyYMAGmpqYoVKgQhg8fjlOnTuHcuXN65ePj4/HZZ59h//792L9/P9vnbHj8+DHGjRuH4cOH4+OPP1aWW2jdujV27NiB9PR0ZRkcIHNZizVr1iAsLAz79++Ht7e3AaM3HlqtFlu3bkX58uUxbtw4aLVaWFtbo1u3bjh79izOnj2rV555fj3Xrl3Djz/+iE8++UQ51q5dO4gIfv75ZwDQ69M1a9YMrVu3xt69e3kdzKYnT57A0dER7dq1A/Bv/6158+bK0ixPa9q0KVq1asUc50BkZCS++OILzJs3D0BmnR00aBCuX7+OFStWKMd0/P390ahRI+zZs4c5zgHW5bzF/kXeS09Px/Lly+Hn54eJEyfCzs4OTk5OmDx5Mo4dO4abN2/qlb9w4QLGjx+PjRs3Yt++fahWrZqBIjcuN27cQOfOnTF69GilXa5Xrx40Gg2OHDkCILOfp8M8v54HDx7A2toanTt3BvDvcwvdcsnP8vf3h5+fH699OZCcnIxff/0Vn332mXLM29sbxYoVwx9//AFAv3/RoEEDBAQEYO/evXyWQfQ0Q458kfFavHixfPzxx3rHrl69KqVKlZJLly7pvV2fkpIix48fl+vXr+d3mEYrKSlJ+frpNylq164tHTt2zPJcSkpK/gRXwDy9rJtuGaevv/5a/Pz89Mrpcp3VzBHK2oumoouITJkyRcqUKaMs8fayJbQo+9RqtXz//ffyww8/6B2Pj4+XwoULZ/kGVnR0tNy4cSOfIjR+aWlpWS5TsWLFCrGwsFDeJHy6fb569arcvXs332IsKDZt2qRXlzUajSQmJkrJkiVl165dz5W/ePEi8/yGdNe4ZcuWSalSpSQ0NFQ5x3b69R07dkz5WpfHvXv3Su3atSU9PV1pLy5fvmyQ+AoaXT2eOXOmVK9eXW85atbjN8O6nHfYv8h76enpMmvWrOf6yadOnRJ7e3u5ePHicz9z4sQJuXLlSn6FWCDcv39ftm3b9tzxDz/8UIoXLy63b99+7lxYWBjz/Bp2796tfK279q1du1ZatGihVy4hISFf4yqodDnesWOHODg4yKZNm5RzL1venui/jjOf6LX06dMHkyZNeu64/P/bWLoNDWNiYmBlZQUfHx+UKFEiX2M0Zra2tsrXKpVKeXPlgw8+wNmzZ5U3hgD9jWYp56pUqQIAehtxWlhYQK1WK2UmTJiA4cOHA0CWb3ZS1nQbmj5NV18nTpwIMzMzZXafLvf0ZkxNTdG7d28MGTIEwL9vFbq6usLV1RXm5uZK2S1btiAjIwNVqlRBsWLFDBKvMbKwsEDlypWV73V1ulevXmjYsCG+/PJLpKam6r0FV6pUKTg7O+d7rMaudevWenXZxMQE9vb2cHZ21ntjdu3atUhPT4e7uzvz/IZ01zgfHx9YWFggNDQUQOYMB7bTOadrH+rUqaN8r8vjw4cPcfv2bWRkZEClUmHWrFno27cvkpOT9WY3UM7p6nHTpk0RHx+PsLAwAPp9PcoZ1uW8x/5F3jM3N8fYsWOf6ycXL14cxYoV07sHP3DgANRqNWrXro3SpUsbJF5jJCJwdHREmzZt9I4BQJcuXWBnZ4ft27cD0J/95O3tzTzngC6nzZs3B5CZS92179GjR7hx44byPGPu3LkIDg5Gamoq2+Q3pMuxp6cnqlSpgt27dwPI7Cc/3TYTkT72vum12NnZAfj3oqfRaPDkyRNotVrY2NhApVJh4sSJaNCgARITEw0ZaoGgu8g1b94cDx8+xLZt2wBkDkzxIpc7nn4YYWVlhfT0dADA5MmT8fXXX2PgwIGGCq1AUalUEBFYWVmhY8eOOHr0KB4+fGjosAoU3Y3z0w+G0tPTkZycrCxzOG3aNLz33nvPLS9COadrgy0sLODn54dDhw7hyZMnAMAbvDdkaWmpfK2ryyKClJQU5YZ6+vTp6N27N65evWqQGAuq6tWrIzAwEJ999hlu377NFy9e07N9tKe/t7KygrW1NWxsbDBz5kzMnTsXCxYsgK2tLft2uaRJkyZ45513MHv2bCQmJnLg6Q2wLuc/9i9yn4jA3t5e+VrXJmRkZCApKQmpqakAgClTpmDYsGG4d++ewWI1Vln9P6875uvrCzc3N/zwww8A+PLhm3g2z0/n0tLSEtbW1jAzM8OMGTMwbdo0jB8/HlZWVmyTc0mpUqXQvXt3/PDDD7h48SL7yUSvwNae3oju4mVqaqrMvDE1NcX06dPx3XffYceOHXBwcDBkiEYhOzcQWq0WZcqUwZQpU/Ddd98hKioqHyIrOLJa9/hF0tLS4OzsjI8//hhffPEFjhw5gnr16uVhdP8tKpUK5ubmGDp0KA4fPoy//vrL0CEVSE/fXCQnJ+PRo0cwNzfHvHnz8Pnnn2Pr1q18wzCX6NrwSZMmIT09HXPnzgWQ9Q04vT6tVovk5GQkJyfDxsYGX3zxBT7//HMcP34c5cuXN3R4RuXpt42fpavPvXv3BgC20XnE3t4eJUqUwPjx4/HJJ5/g8OHDqFWrlqHDMiov6z/rzgUGBiIhIQHHjh3Lr7AKBN1LWNnBupx32L/IXU/n7emvU1JS8ODBA5iYmGD27NmYP38+Vq5cCVdXV0OEWSDp7sVnzJiBS5cu4ddffzVwRMYlO88ydO2FnZ0dSpUqhenTp+PTTz/F8ePHucdTDr0s37o89+3bF8WKFcNPP/3EFwKIXuH5NZGIXpOlpSUcHR0xfPhw/PnnnwgNDUXt2rUNHdZbLT09HRYWFkhLS4OVlRVE5IU3E7q3WTw8PODm5sYlFnLg3LlzWLFiBUaNGpWt5R+1Wi127dqFEydOIDQ0lDfQ2XD37l0kJCQAyHxj/lU0Gg08PDwwbtw4ZQkXyrmXtRlPs7OzQ4UKFRASEoI9e/bg4MGDbJ9fw4vyrVKpoNVqYW1tjdatWyMyMhLJycl6y7fQi929exfJyclwc3N7aTkTExPY2dnBzc0NH374IWJiYnDgwAHW5Wy4ffs2rly5Aq1Wixo1asDCwuKFS5Dp6njVqlXRokULNG7cOL/DNWrZbZcfPHiA/fv34/jx4+xrZFNycjKSkpJgY2MDOzu7l+ZZd65169bw9vaGu7t7foVp9GJiYrBixQr06dMH3t7eryzPuvzmXtYes3+R92xsbFCpUiVMmTIF69ev53OMN/Cia6BuZoiHhwcsLCywf/9+dOnShTNGsuHMmTP4448/0Ldv35e+OKjLe1JSEjZt2oTdu3fj0KFDrMvZcOPGDcTGxiI5ORktW7aEtbU1NBpNlvVTl2cnJyd06dIF/fr14wsBRK/AwSd6pRc1uk8TEdy5cwexsbGIj4/HsWPHsnWz8l925swZfPrpp0hISECxYsUQFBSEqlWr6pV5+kZE9+/QunVr+Pj4wMnJyRBhG53IyEg0bdoUvXr1wv3791GiRInnOsXP1vEaNWrA09MT69evf+7fhJ4XGRmJnj17QqVSITo6GtOmTcOsWbP0yjybY93X8+bNg4WFRb7GWxCkpaXB0tJSWcbwVR3etLQ0XLx4EefOncORI0fYPmfDlStXsH37dqSnp6NChQrw9/d/aZ51bfXo0aNRqFAhPhjKpsjISAwYMABDhgxBt27dXvliRWpqKu7du4erV6/iyJEj2Rrs/q+LjIxE7969kZKSAq1Wi0aNGmHp0qV6e8A920br2phffvnFECEbncuXL+Po0aPo0KEDbG1ts2yXn82xi4sLmjVrhm+//RYeHh75HbLRiY6Oxvjx43HlyhU4Ozvj/fffR9++ffXy/OwDfN1LXjt27ODyTtkUGRmJRo0aoUePHnB0dNQ7p8sv6/KbuXDhAtasWYMnT56gcuXKeO+9915aP9m/yLnsPL94WkZGBiIiInD58mUcPnyYs0Sy6datW4iNjYWIoGLFiihVqtRL+8oigiJFiuCLL75AxYoVOfCUDZGRkWjSpAm6dOny3Kx1XV/j2Wufs7MzPDw88Mcff7BNzobIyEh069YNpqamSExMRIUKFfD333/r7an+on7y559/boiQiYyPEGUhNjZWhgwZIo8ePRIREbVa/VyZZ49ptVoJCQmRyMjIfInRmEVERIijo6MMHTpUhg8fLv7+/jJw4EBJT08XrVYrIqL89+mvU1NTDRKvsbp9+7Z4enrK2LFj9Y4/fPgwy/Lnz58XjUYj6enpkpiYmB8hGr3z58+Lq6urTJ48WWJjY2XFihWiUqnkypUrWZY/evSo0q7Q64mNjZVhw4ZJaGiocuzp9kJERKPR6H3/+PFjmTRpkpw9ezZfYjR24eHhUqpUKWnSpIlUqlRJatSoIX///bdemWdznJGR8dwxerkzZ86Io6OjjBo1Kss2V6PRPJfTlJQU+e677yQuLi6/wjRq58+flyJFisjkyZMlMjJSvv76a6lWrZpcvXpVKfN0f2779u2GCNOonT17VgoVKiQlS5aU1atXS3Jysog83y7rPN2WPHjwID9CNHqRkZHi5OQko0aNkt9//13eeecdadCggaSkpChlnm4rDh8+bIgwjd7du3elTp06MmHCBOXYnTt35MaNG5KRkSEiovxXhHX5dURERIirq6u0adNGmjRpIsWKFZNffvlFOa/Vatm/eENnzpyRWbNmSXx8/AvLPJvP+/fvS58+fSQ2NjavwyswIiIipFKlSlK7dm2xsrKS/v37S0JCgl6ZZ/OsVqtfeG2k5928eVO8vLzkww8/VI4lJSVJUlKSktun2+Sn7w3v3LmTf4EasQsXLoirq6tMnz5dLl68KH/99Zd4eHjoPdN8uh7/9ttvhgiTyOhx8ImeExcXJyVLlhQrKyvp0qXLSwegRERWrlwp169fFxH9ix9l7eLFi1K+fHmZMmWKcmzmzJny3nvviUhmh0Lk34vcnDlzpFy5crzpeA1Hjx6VevXqSWpqqmg0GhkwYIA0a9ZMSpYsKR9//LFcvHhRKfvDDz+Iubm57N+/34ARG58pU6ZIhw4dlO8fP34sbdu2lRMnTsihQ4fk5s2byrmff/5ZVCqVrF69mjcer+nChQtSqlQpUalU0qdPHzl+/LhyLquczps3T44ePSoiL27DSd+ZM2ekRIkSEhISIunp6RIZGSk1atSQ9evXZ1k+KChI9u3bl89RGjetVitqtVqGDx+uXPs0Go1s2LBBVq9eLX/++edzPxMUFCR79uxRytKrabVamT59uvTs2VM5lpiYKE2aNJFdu3bJnj17lIEStVotmzdvFmtra/n0008NFbLRefDggbRv31569eol7777rlSpUkVWrlz5wgEoXY4//vhjQ4RrlBISEqRq1ap6AyLh4eHi7+8vcXFxcu/ePeX+Q6PRyOrVq6VMmTKyYsUKA0VsvOLj46VOnTpy7do1SUtLkz59+kjt2rXFw8ND2rRpI/fv3xcR/faCdTn7bt26JZUrV5aJEyeKSGbdbteu3QvrKvsXOXf+/HlxcXERlUolI0eOlBs3bry0/Pfff688ZOZzjOyLiYkRFxcXmThxoty6dUs2bNgglpaWevclT/v+++8lJiYmn6M0flFRUdKoUSN5+PChpKWlyaBBg8TPz0/q1q0rI0aM0HtupLv2/fjjjwaO2rh888030rFjR+XeQqPRSJMmTWT9+vWyevVqvTbk0KFDolKpZPz48YYKl8hocdk90pOUlIQZM2bA19cXfn5+WLduHfr27YvVq1ejUKFCz003jYuLw4ABA9C/f38sW7YMZmasUq9y/PhxNGzYEKNHj1aOPXr0CCdOnEC9evVgYWGBqVOnwt/fH2q1GjVq1IC9vT3i4+O5Xn0OPX78GKmpqdBoNGjfvj0sLCwQEBCApKQkfPbZZ7hy5Qo++eQTODg4oFevXti1axeKFStm6LCNSkJCAkxMTJCRkQFzc3N8/fXX2L59O+7evYszZ86gRYsWmDRpEurWrYtevXrh4MGD8PHx4brIryEtLQ3ffPMNGjZsiC5duiAkJATp6ekICgpScipPLfV0/vx5bNy4Eb///jsOHjyot8QWZS01NRVz586Fv78/5s6dCxMTE1StWhXlypXDkSNHEBcXh+LFi2PgwIEAgJs3byIsLAyrVq3CpUuXYGVlxbqdDSqVCqamprh27Rrat28PEUGTJk2QlpaGe/fuISEhAYGBgVixYgVMTEyey7OlpaWhfwWjoFKpcPv2bZw/f145tmjRIhw9ehQjR46EiCAtLQ1hYWEoXLgwqlSpgokTJyIgIMCAURuXJ0+eoGrVqmjSpAnatm2LHj164NNPPwUAdO3aFTY2NnrldTnu2rWrIcI1ShcvXsS7776LQYMGKcd+/fVXHDt2DE2bNkXJkiVRvnx5LFu2DFZWVvDy8kLr1q25V1kOiQguXbqEa9euwcXFBYMHD8bdu3cxZcoU3L59Gz/99BN8fHwQHh4OOzs7eHl5sS7nUFxcHKytrTFu3DgAQPHixWFnZ4cdO3bg0KFDcHNzw9SpUwGwf/E6njx5gi+++AJt27ZF69at0b9/f2RkZGDmzJkoXrz4c+WPHz+OBQsWYMeOHfjll1/YT86mxMREBAUFoWvXrvjkk08AAO+++y5atGiBuLg4XL9+HcWLF0fdunUBAEePHlXyvHbtWpiZmbEuZ9PZs2dx8eJF2Nvbo1u3bnj06BEGDhyI8+fPY8+ePWjXrh3+/vtvWFtbo2rVqmjdujWaNWtm6LCNyo0bNxAWFqbUyfnz5+Pw4cNISkpCSkoKRo8ejdDQUHh4eMDDwwM//vgjfH19DRw1kREy7NgXvY3mzZsnq1evFrVaLatXr5b69evLO++888IZUP/884+cOXPGEKEapQcPHujl67PPPhMrKytZsGCBLFmyRIYPHy4WFhYSHh4uIpn51r1BSzlz/Phxsba2ltWrV0vfvn31loLbunWrmJqaysaNGw0YofFbvny5mJiYSO/evaV3795iaWkpGzdulMTERDl9+rRUqlRJpk+fbugwC4T09HTZtGmTrF69WkREjhw5IuXKlZPAwMAXzoDavXv3S5cdIX0ajUYOHjyozBYTEfn4449FpVJJQECABAQEiImJiQQHByvnz507p7eEGb2aWq0WjUYjDRs2lNmzZ8uPP/4o/v7+cvv2bUlISJA9e/aIvb293pKpzHPO6NqBVatWiY+Pj/j5+cngwYPFzMxMNm3aJNevX5e4uDipW7eu9OrVS+nb8c3vnFGr1XLlyhW92Xjdu3dXZkA9efJERDLb7/T0dBFhjnMqLS1Nzp8/r3z/ySefiEqlkp9++klOnDghixcvFm9vb1m2bJnez1D26dqLpKQkqVOnjowdO1ZatmwpJ06cUMrExsZK7dq1ZdasWUp51uWcOX78uFhYWCgzE2bPni1mZmYyZMgQGTlypFhbWyuzgUV43cupxMRE+fHHH2Xt2rUiIrJr1y4xNTWV999//4UzoFatWiWXLl3KxyiN3+3bt2X58uUSFRWlHJszZ46oVCpp3LixeHp6SpUqVZT7FZHM1S+Y5+zTtbHXr1+XunXryrx586Rly5Z6y0Ju27ZNfHx89PLMa1/OHTx4UKpXry7u7u7Su3dvMTMzk61bt8r9+/clPT1d/P39pVGjRko/j6u3EL0eDj5RlnSNalpamqxateq5AaiUlBTuiZMDuinRz0pLS5MhQ4bIjh07lGMXL16UEiVKyKpVq/IrvAJt4MCBYmtrK0WLFlUewus6D02bNpWgoCBDhmd0zp8/L3/88YfesR9//FGmT58unTt3lhEjRojIvznWLXXIBxS549n9sg4dOqQMQOkeEmm1Wjl27JghwisQnt5D5MiRI+Lu7i6bN29Wji1YsEDKlCmj9zCUsufZfQsXL14s9erVk8aNGz+3dNOKFSukYsWKfFjxmnT9uMTERFmzZo189NFHMmDAAL0lf0Uyr5GdOnUyRIhGKykpSdLS0uTevXsi8u/1Tje4JCISGBioDEA9ePBAQkJCZNSoUSLCBxfZ8bKlsnbu3KnXb05LS5Ny5cpJSEhIfoRWoOgGnXV1Mjk5WUaNGiUeHh5SvHhxuXXrlnJerVZLmzZtZPjw4QaL1xg9fQ94//59GTdunKhUKmnbtq2oVCrZsGGDcn7Lli1iY2Oj9wIM5cyz+9zs2LFDTE1NZciQIUq7otFoJDo62hDhFRh3795Vvt6yZYuoVCr5448/JC0tTS5duiSBgYESGBgojx8/NmCUxicuLk5Z3lQkczn7Dh06SJkyZaRixYp6+1anpaVJ9erVZdKkSYYI1ejprnspKSkSGhoqCxcu1Our6fp206ZNk8aNG3P5eqI3ZGLomVdkeA8ePEBcXByuXr2qHFOpVNBoNLCwsEDPnj0xfPhw3Lp1C3379sW9e/cwduxYBAYGQq1WGzBy4xAbG4vatWvjf//7n95xEYGFhQWWLFmCVq1aQavVAsjMffHixVG6dGlDhGu0zp07h5CQEIwcORJffPEFbt++DQAYPXo0GjVqhAcPHiAiIgIAYGKS2fRZWFigZMmSBovZ2ERERKBRo0bYuHEjrl+/rhwfNGgQZs2aBQcHB7i4uACAUp/T0tLg5eWl5Jxy5sGDB7h8+TLOnj0LAChUqBAk88URaLVaNGjQAKtXr8aJEyfw2Wef4ciRIxg3bhwGDRqEhw8fQkQM/Bu8/e7fv49Lly4pObayslLO1atXD3v37kX79u2VY9bW1nB0dOQSnTl0+vRpjBkzRmmbAaB+/fqwt7fHgQMHkJycrFfe3t4eVlZWcHBwyO9QjdatW7dw7tw5AP/24+zt7dG7d29MmzYNJiYmSEhIeO7nihYtioyMDLYX2RATE4PAwEA0bdoUbdq0wZEjR5Trm7m5OTQaDQBg/fr1qFatGubPn4+OHTviq6++UpaN43JDL3fhwgWUKFEC7dq1U47p7jdEBC1btkSrVq0AZPY10tLSUKVKFXh6ehokXmMVGxuLUaNG4d1338XkyZNx/Phx2NjYYPLkyShRogRu3rypLCGpWyq1aNGiKFKkiNIPoZeLiYnB8OHDsWPHDgCAo6MjZs6cicjISIwbNw4NGzZEmzZtlPJWVlYoXbo0nJ2dDRWy0Xn8+DFu376t9C2KFCkCILNt0Gq1aNWqFbZu3Yrly5djxowZuHLlCsaPH4+goCA8fvyY9TibUlJSkJiYiLS0NACAs7Ozcq/Xrl07REVFISAgABYWFihbtiyKFSuGq1evPrf0LL1YeHg4KlasiA0bNgDIvN7Z2dlh8eLFsLCwQFxcHFatWqWUt7CwgIeHB+9HcuDatWs4efIkgH/7yVZWVvD19cXo0aORkZGBCxcuAPj3edHt27fh6urK555Eb8pQo170doiMjJRatWqJl5eXmJmZyZIlS0Tk3zcBnl5WYdWqVdKgQQMpUqSI2NraypEjRwwWtzEJCQkRlUolTk5O8ttvv+md071J+LTJkyeLt7f3KzdIpX9FR0eLvb29tGnTRjp16iT29vbSpEkT+f3330Ukc3ZI48aNxdzcXBYuXCg///yzTJo0SVxdXTl7IZvi4+OlZMmSeht+P2vOnDlibW0toaGhcvLkSZk+fboUKVKEG8y+psjISGnQoIFUrFhRvLy8spylp3sr69ChQ1KpUiUpVqyYWFtby8mTJ/M7XKMUHh4uNWrUEC8vL/H09BQ/Pz+JiorSm8Hw7CyFcePGSdeuXbkcag6EhYWJqalplu3Hli1bpEqVKmJvb6/M+FWr1TJ9+nRp1qyZ3lue9GIxMTFSpkwZCQwM1FsKR6vVKnV43rx50qxZM/nll18kLCxMJk2aJE5OTmyjsyk6OlocHR1l7Nix8vnnn0u3bt2kdevWkpKSotdO6Pp1arVaihcvLk5OThIWFmaosI1OaGiolC5dWipWrCj+/v7K8Re9dTxt2jQpX748Z0nmQGxsrNjb20v//v2lS5cu0qpVK7G0tJTly5eLiMjNmzelbdu24u7uLp07d5bly5fL0KFDpXDhwlxqPZsiIyPF3t5eRo8eLRcuXHju/PHjx6VSpUp6/bVp06ZJnTp1npu9Q1mLioqSli1bSuXKlcXPz0+++eab58ro2o0dO3aIlZWVlC1bVszNzeXUqVP5Ha7RioyMlDZt2kj16tWlXbt2Mn78eOXcs+2yVqsVjUYjgwcPltGjR3O2SDaFhYWJra2tTJw4Mcvzly9fFg8PD6lcubKMHTtWNm/eLGPGjBEnJyc+y8imM2fOiKurq9SpU0cOHDigHH+6//bzzz+Lr6+vzJs3T/bv3y8TJkwQJycnzpQkygUcfPoPO3v2rLi4uEhwcLCcOHFCZsyYIdbW1spUX11DrOs0JCUliZ+fnzg6OkpkZKTB4jY2//vf/2Ts2LEye/ZssbCwkPXr1yvnnr7YnTlzRsaNGyeOjo58SJEDaWlpEhgYKIMHD1aOXb9+XVq2bCn16tWTNWvWiIjI1atXZdKkSeLm5ibVq1eXBg0ayOnTpw0UtfH5888/laWZ0tPTZcqUKdKjRw8ZNGiQ/P7776LRaOT+/fsSGBgoKpVKPD09pVq1aszxa9I95AwKCpKdO3fKzJkzxdvbW65du6aUeXbt6YCAALbPOXDx4kUpXry4TJ06VU6cOCGHDh2SWrVqSeXKleW3337TW35PROTevXsyZcoUcXZ2Zo5zICIiQmxtbfWWBUlNTdVbiuXvv/+Wd999V6ysrKRmzZrSuHFjPrDPgevXr0uDBg3E29tb6tatK4MGDdKro0/vHdC6dWspVaqUlCtXTry9vdlGZ1NKSooEBAToLTm2bNky6d27t6Snpz/3sDglJUXef/99sbKyYnuRA1qtVg4fPiyenp7yyy+/SKVKlaRdu3bK+YSEBOXrAwcOyPjx46Vw4cKsxzk0YsQIeffdd5Xvb926JVOnThUTExNZuHChcuzLL7+Uxo0bS+3atcXf359tcjYlJiZK8+bN9fYtvHr1ql7+Ll68KI0aNZK2bdvKiBEjZMiQIbwHzIGoqCjlZYBff/1V+vfvL40bN9Z7YUXXT9b9t3379uLk5MQ2OQfOnj0rzs7OMn78ePntt99k9uzZUrx4cWnZsqVy3Xt6gEmtVsu0adOkePHievsT0YvFxsaKmZmZfPTRRyKSWV93794t33//vRw6dEh5seLq1asyatQo8fb2Fk9PTz7LyIEbN25I06ZNpWHDhtK2bVtp3bq1/PPPP8p5XT/5zp07MnToUClfvry4u7tLvXr12CYT5RIOPv1HabVa+eCDD6Rr167KsRs3bkj79u3l7NmzcubMGb3OW3p6ukydOlWsrKzYAOfQvn37pGrVqpKSkiIjRowQKysr2bFjh0yYMEG+/fZbEcl8o2jSpElSp04dCQ8PN3DExsff319Zn1fXAb59+7a888474uvrK6GhoUrZhIQEefz4Mfcsy6HZs2dL/fr1RUSkWbNm0qhRIxk1apTUqVNH2QhV58CBAxIWFqbsFUA5c/PmTfH29tab6XThwgVp1qyZnDhxQq8NVqvVotVqlRmWbJ+z78cff5ROnTrp7Ue2cOFCUalU4ubmJnv27BGRzJvAPXv2yNChQ6V06dK80cuB69evi0ql0utrjBs3Tlq0aCGNGjXSe2ng0qVLsmvXLgkODpZFixbJuXPnDBGyUdq9e7fyYPinn36SWrVqPTcApavnDx8+lCNHjsixY8fYRudAYmKiVK9eXRYtWqQcmzx5spQpU0a8vb2lbNmysmLFChHJ7GOnpqbKe++9x71bXkNycrJ06dJFrl+/Lhs2bJAKFSpIQECADBw4UGbMmCFJSUmSnJwsU6dOlfbt20tERIShQzY6nTt3lkGDBj13/OOPPxaVSiV//vmniOjvBfXsnn30Yrdu3ZLq1atLeHi4qNVqCQgIkGrVqkmRIkWkVq1aSruwdetWGTJkiNSpU0f69++vN2uVXiwhIUG8vLwkODhYOXbixAlp1aqVnDt3Tu9FLbVaLRqNRoKCgthPziGNRiMTJ07U66ulp6dLr169RKVSSf369ZW+hVarlQ0bNsjQoUPF1dWVM8uySaPRyKxZs0SlUimz0Js3by7e3t7i4OAg5cuXlxYtWigzJDMyMiQ1NVXu3Lnzwj3F6XnHjx+XFi1ayKFDh2Tbtm1ZDkDp6vKTJ08kLi5OYmNjlb09iejNcfDpP6xbt24ycOBA5cZi1qxZYm5uLtWrV5fChQvLgAED9JZi+fjjjzkwkkNarVauXbsmdevWlUePHomIyKRJk8TU1FTs7e313giKiorig6Ac0mq1kp6eLp07d5aAgADluG7JrDt37oiXl5d06dJF72co5zZs2CCtWrWS33//XVq1aiU3b94UkcyZZ2PGjJF69erJlStXDBxlwRAfHy+zZs3Se3A8c+ZMsbOzEzc3N6lUqZLUqVNH72cOHTrEB3A5NGHCBKlcubLesQ0bNkhwcLD4+flJlSpVlOMxMTGyfPnyLJfOoZerX7++eHl5ya5du8TPz0+aNGkiU6dOleDgYOWtQnozycnJei9ZLF++XBmAerpdeHqglXJGq9VKz549pVq1avK///1PJkyYIDY2NvLTTz/Jli1b5OOPPxYTE5Ms36SlnElNTZWaNWvK5s2bRURkz549UrhwYVGpVHr1OSkpSR48eGCgKI3bzJkzpXTp0nL9+nUR+beupqeny7Bhw8TT01NvlhnlzJkzZ8TT01Nu3bolw4YNk3bt2smuXbvk8OHD0qpVKylWrJhcvnxZRDIfdKrVag7u5cDJkydlypQpesuNTZs2TZydnaVkyZJSu3ZtvfvCtLQ0WbduHZ9jvIauXbsq99G6dmLRokUybNgwKV++vAQGBipl9+3bJx9++CGX5syhmzdvyvvvvy+WlpZStWpV6dy5s4SFhUl6err88ccf0rp1a+nWrRtfnH1DTw88b9myRRmA2r9/v3Kc/WSivMPBp/+wmTNnirW1tYwdO1bee+89sbS0lN9++01u374tmzdvFnd3d2VmDr0ZPz8/OXHihIiI9O3bVwoVKiQWFhayceNGA0dWMISGhopKpZIvv/xSOaa7idu/f7/Y2dlxiYUcunHjht4yQvHx8eLo6Cjly5eXZs2a6e2Jc+/ePbGwsJCff/7ZEKEWOGq1Wi/3S5YskcKFC8v69eslOjpaTpw4IaVLl5YPP/xQRPiA83Xt2rVLqlatKl999ZWkpKRIVFSU2NjYyNdffy1Xr14VNzc35eGnyL/LtlD2pKWlKV83btxYVCqVBAQEyO3bt5XjoaGhUrx4cfnqq68MEKFxi4qKkk8++eSF57OaATVr1iw+fMsBXR3W/b+/d+9eCQwMlHfffVcqVKgg33//vV5ZLy8vmTFjhiFCLTB0fYv+/fvLhg0bRESkZ8+e4uTkJGXKlNFbKo5e3+HDh6VBgwbywQcfKC++6er5rl27pESJEpzlm0OPHj3SmwVStWpVCQgIkM6dO8vevXv1yvr4+Ejv3r1FhH2L15GSkiLx8fHK959++qlYW1vL6tWr5fDhw7J+/XopV66cLFiwwIBRGje1Wi1qtVomT54sbdq0Ufb6vnTpkjg5OcnixYtl6dKlUr16db2ZZk/3/Sj7bt++LcOHDxcfH5/n9uH86quvpFixYnp5plfTaDQvbV+3bt0qbdq0EX9/f+XFodGjR3Nfe6I8YgL6zxARaDQa5fsZM2YgODgYpqamuHTpEsaMGYOuXbvCxcUF7du3h6enJ7Zv3w4RMWDUxkOXW61W+9wxBwcHXL9+HWPGjMGuXbtw4MABjB07FgEBAfjzzz8NEq+xunr1Knbt2oXly5fj1q1bePz4MXx9fTFnzhwEBwfj22+/BQBYWloCAMzMzFCiRAkUKlTIkGEblcjISPj6+mLVqlVISkqCVqtFmTJlsHr1ajx48ACXL19GTEyMUt7CwgK+vr4oXry4AaM2bgkJCUhISAAAmJqaokiRIso5Dw8PbN68GYGBgahSpQpq1KiBypUr49GjRwAAlUplkJiN0dPXs2rVqqFVq1ZYuHAhPDw8UK9ePbz33nsYNWoUnJyckJqaihs3bijlTUzYZcqOtLS0547t378fQ4cORZcuXeDi4qL8O3h7e8PBwQF3797N7zCNWmRkJOrVq4dJkybhwIEDeud0fZD+/ftj9OjROH36NBYuXIju3btj1qxZMDMzM0TIRicqKgq1a9fGyZMnlf/3mzZtinXr1mH58uUwMzNDyZIlAWS2K2q1Gvb29rwO5sDVq1exatUqLF68GNu3bwcAmJubAwC8vLwQFhaGPn36YO/evdi6dSsWL16Mf/75B927dzdk2EbnwoUL+PTTTzFnzhysXr0aAFC/fn106dIFBw8exPz583H9+nWlnnt4eMDW1hbJycmGDNuoREdHw8fHB8ePHweQ2S8LCQnB+fPnsW3bNhQuXBgAkJqaCgDw8/NTrpXsW2RPXFwc9u7dC61WCysrK5QpU0Y5V6VKFfz111/o06cP6tevj/bt28PGxgY3b940YMTGSdc/MzExgampKbp164abN29iyJAhaNy4MapUqYJu3bph2LBhaNeuHWJjYxEXF6f8vIWFhaFCNxqXL1/G0qVLsWzZMuXa5+LiglmzZmHhwoUoX748gH+fI1WoUAGOjo7MbQ6cPXsWI0aMQMeOHTF58mS9+z/d123btsWYMWNgYmKCjz/+GAEBAfjmm2+YZ6I8wjvQ/4hz587hu+++Q1xcHOrWrYvhw4fDxcUFM2fOBAAEBgaidOnSAICMjAyYm5vDysoKlStXNmDUxiMqKgqjRo3CqlWrULp0aWi1WpiYmCg3FI0bN0ZgYCBcXFywefNmeHt7w9vbG2ZmZsxxDkRERKBNmzaoVKkS4uLiMHfuXHTr1g1jx45FcHAwnjx5gjFjxiAhIQGDBg2Cvb09tm7dCpVKBRsbG0OHbxTOnTuHZs2aYcCAAejXrx/s7OyUc23atMH8+fMxcuRITJo0CSNGjEDlypWxatUqXLhwARUqVDBg5MYrPj4e5cqVQ9OmTbF69WqUKFFC73yTJk30vhcRODg4oFKlSsr3HIB6ubi4ODx48AB16tRRHs4XLVoU06dPR58+fXDu3Dm4uLigRYsWAIDHjx+jUqVKKFu2rAGjNj4xMTGYPn06UlNTkZycjODgYNStWxfOzs5YvHgxUlJSAGQ+mNPd/JUpUwblypUDwLqcHeHh4cqD43PnzmH//v1o1KgRNBoNTE1NYWJiovRB+vfvD41Gg2HDhsHGxgYnT55ElSpVDP0rGIWvv/4a0dHRaNeuHTZv3ow6deooOXZ0dISnpyf27NmD2rVro3Dhwvj0009x/fp1tG7d2tChG4XIyEh06NABbm5uuHHjBlJSUjBlyhQMHz4cAODk5ISJEyeiQoUK2LJlC2rVqoW0tDSsXr1aufbRq0VFRcHPzw81atTAkydPEBERgV9++QWfffYZxo8fj5SUFPz55584c+YMZs+eDVtbWyxbtgzp6enKA1B6ufDwcDRt2hSJiYn46quv4O3tDRsbG7Ro0QJHjx5FTEwM5s2bh/Xr18PKygoAkJSUhMKFC0Oj0cDExITXvVcIDw9HzZo1sWTJEjRr1gzAvw+QVSoVOnTooJTV9SPKli2r1GH2LbInLi4Oa9asQXx8PDw8PNC3b1/UqFEDa9euxa5du3D//n0MGzYMvXr1gojg1q1b8PLyUp4h0atFRkaiWbNmqFixIu7cuYNbt24hMDAQH3/8MVxdXeHi4qKUNTU1BQDs2rULpUqV4rOMbIqKikKzZs3QrFkzlClTBl9//TUsLS0xY8YMpYyun9ymTRuo1Wr069cPIoLTp0/D29vbgNETFWD5PteK8l1ERIQULVpUunbtKkOHDhULCwuZOXOmXplRo0ZJiRIl5NKlS3LmzBmZNWuWuLi46O1JRFm7dOmSVKhQQVQqlVSsWFGuXr0qIvrLKGzfvl26d+/OTU7fwI0bN6Rq1aoyc+ZMZf+sMWPGKEs56ZZfWLFihTg4OEjp0qWlcuXKUqJECWWTTnq1CRMmSM+ePUUksw7/+eef8tlnn8nu3buVfZ52794tlStXllKlSkmFChWkUqVK3Fj2DYSHh4ubm5u4uLiIr6+v3j4LWS2pN23aNCldurTExcXlZ5hG6+zZs2JtbS0qlUpZ+uZlSzFkZGTIpEmTpEyZMkp7Tq8WGxsrTk5O8sEHH8iXX34pQ4cOFZVKJePHj5fo6Ojnymu1Wpk2bZqUKVNGLl26lP8BG6GTJ0+KnZ2dTJ48WUQy2wIHBwe5cePGc2W1Wq2o1WoZPXq0ODo6ciP7HPryyy9l+PDhMnLkSClUqNBzy7DMnz9ffHx8pGjRotK8eXMpUaIEr4PZdPHiRXFzc5Pg4GBJTU2VS5cuydSpU6V169Z6m3tPnDhRWbKacu7Jkyfi7+8vI0aMEJHMpcpiYmKkQoUK0qBBA6VOr1q1Stq2bSsqlUqqVq0qbm5urMvZFBYWJlZWVhISEiKLFi0Sd3d3vaWxEhISJCQkRGxtbcXPz0+mTJkiAwYMkMKFC2d5XaTnhYeHi62trQQFBWV5Xq1WP9dXnjZtmri7u7NvkQMRERFSpEgR6dWrlzRu3FgaNmz4yn2GgoODpXr16npLhdOLPX78WHx9fWXUqFEikvlsY9u2beLk5CT+/v7P7SsbHx8vEyZMECcnJ+7rm00PHjyQOnXqSHBwsHJsypQpEhIS8lxZtVotGo1Gxo4dK4UKFeIWDUR5jINPBdzFixelbNmyMmnSJOXYzJkzZcSIEXp7tly4cEGaNGkiKpVKvLy8xMPDg2t9Z0NKSopMnTpVAgICZPfu3dK4cWNxc3NTHliq1WqlrG7AhF5PaGio1KhRQy5evKisqX7p0iUpV66c+Pj4SP/+/eX+/fsiInLt2jXZtm2b/P3333x4nENt2rRR9s5q2LChNGjQQEqVKiVeXl7SunVrZR3qe/fuSVRUlJw6dUrZL4ByTqvVyoULF6Rdu3Zy5swZqVKlijRs2FB5APf0pr2hoaEybNgwcXZ25oOhbLpz54506NBB2rdvL7169RJHR0fZvXu3iGS9z8KRI0ekU6dOUrRoUeY4B9RqtQwcOFAGDBigd7xNmzZiZ2cno0aNkitXrijH9+/fL3369GFdzoGbN2+Ks7OzTJgwQTkWHR0tHh4eyr4Wzz6AO3bsmKhUKjl+/Hi+xloQbNq0SVq2bCk3btyQd955R+zt7SUuLk4+/vhj2b59u4iIbNu2TT799FNZsmSJXLx40cARG4eMjAyZPn26vPPOO5KcnKwc37JlixQuXJh9tlzWsGFD+eyzz0Tk343Ur1+/LtWrV5eGDRsqe/Cp1Wo5evSoREdHZzmYTc87efKkmJubKy8DpKamSrFixZQHyzqJiYmyd+9e6dixo/j7+0v37t35kDOboqOjxcrKSsaNGycimf22devWydy5c+W7776T69evi8i/176jR48qL1zwOUb2Xb16Vby8vPQe0P/0009StWpV5UW3p/vMp06dkn79+knhwoWZ5xxISUmRWrVqybp16/SOnz17VooUKSLvvvuu8uwoNDRU3nvvPT6Ty6GrV69K9erVlT2cREQGDhwovr6+Ur9+fRkwYICEhoYq5yIiIqRkyZJ80YUoH3DZvQJMo9Hg999/R9u2bRESEqIcv3btGqKjo9GwYUPUrl0bHTt2RLt27bBz505s27YNzs7OKFeuHNetzwYrKytUqVIF1apVQ/PmzVG+fHn07dsXfn5+OHjwIEqVKgW1Wg0zMzPuOfSGbty4gWvXrsHOzk7Zs+LOnTsoWbIk6tevj/Xr1yMqKgqNGjVCyZIllb0YKGdKliyJ+Ph4zJs3D7a2tli+fDmKFy+OP//8E0uWLMFnn32GRYsWwcnJCU5OToYO1+ipVCqUK1cOaWlpSEtLw4YNG9C+fXt06dIFrq6uAIBly5ZBo9EgOjoaT548wf79++Hl5WXgyI3DjRs34ODggP79+8Pd3R2Wlpbo2rUrfvvtN7Ro0UJZdkGnXr16aNiwIT755BN4enoaMHLjotVqER8fj6ZNmwLIXFLIzs4OVatWhUajwcqVK1GlShUMGzYMSUlJuHPnDiwtLVmXcyAjIwO//fabsuQQkLnPhaenJ37++WeMGTNGWc5Qt7xQnTp1cP/+fWW/Ecq+YsWK4dGjRyhatCjWrFmDkSNHwsPDAzY2NoiNjQWQuRRtmzZtDByp8alcuTKcnZ31lhCqW7cuChUqhMePHz9X/tl2ml5NRJR+xcWLFwFk7oGanp6OEiVKYPv27fDy8sKMGTPw3XffwdTUFHXr1jVw1MYjIyMDS5YswahRozB37lxoNBpYWlpi+PDh2Lx5M+Li4lC+fHmICOzt7dG0aVPl+qi7L6RX27NnD9LS0tCwYUM8evQInTp1Qnp6Om7fvg0bGxtMnz4d+/btg5eXF+7du4ddu3bh6tWr+Oeff1C1alVDh2809u3bh9KlS2PYsGFKe9u9e3dMnToVUVFRKF++vNIG6/bcKly4MA4cOMA854BGo8GtW7dw9uxZ5VhGRgYqVaqE3bt3o0GDBpg3bx6mTp0KX19fpKWl4aOPPuIzjRwwMzNDXFwctm7dipIlS2L16tVYu3YtgoKCULp0aXzxxReIj4/HX3/9BVtbW1SrVg0xMTGwt7c3dOhEBZ+BB78oj129elUOHz6sfD979mwxNTWVKVOmyNdffy116tSRZs2a8S23HEpISNB7a033xpVuFoNuBpRu6YXU1FQ5deqUPHnyxCDxGqvk5GRJS0sTkcwcVqxYUdq0aSO7d++W7du3i62trUyfPl1ERHx9fWXo0KGGDNcoPbv82FdffSVeXl7SpUsX+eSTT/TKLly4UNzd3eXu3bv5HWaBpdFoRK1WS/PmzWXJkiUikvmWrIODg5iYmMiOHTuUsklJSZKUlGSoUI3W02312bNnZcCAAeLo6Cg7d+4UkX+XJ0tJSTFUiEbr6frYt29fqVmzptKeJCQkiLOzsxw7dkymT58urq6uyoy+tLQ0Xg/fkO7t2MjISClatKh8//33euef7pdQ9j19PfT19VVmhnTp0kVsbW3F1tZWeQtZ92/AHL/a7du3lTw9vbSe7tiTJ0/E3d1db3nqp99Optfzv//9TywtLWXVqlXKMd21btWqVVK2bFm5fPky6/BrePDgwXPHjh8/LtbW1rJ06VIR+bd+P92uMNc5M3XqVDE1NZUKFSpIQECAXLhwQZKTk+X8+fPSqVMnKVeunHJf8vDhQ3n48KGBIzYeqampIiKyd+9eWbZsmXJcrVZLamqqlC9f/rlZOrrzupmUlDNffPGFlCpVSv766y/lmG41ojlz5ki9evWUfge9ntWrV4uFhYW0a9dObGxsZP369cq569evi0qlkg0bNijH2CYT5Q++RlYAaTQa5etSpUqhfv36AIB79+7h3r172Lx5M+bMmYNRo0Zh5cqV2LdvH8LCwgwUrfG5fv06qlWrhunTp+PYsWMAMmcvaDQaZRbD8uXL4ebmhoYNG+LSpUv48MMP8f777yMtLc3A0RuPqKgoBAYG4siRI0hOToalpSX+97//ISEhAb1798aAAQPwwQcfYNasWQAyZ+yo1WoDR21cYmJiMGDAALRs2RJDhgzBpk2bMHbsWJQtWxZ//PEHYmJikJGRoZRv1KgRrK2tkZKSYsCoCxaVSgVTU1M0a9YMqampAIAPPvgAlpaWKFWqFD7++GNcu3YNAGBrawtbW1tDhmsU4uLicPz4ceX7p9/KrFSpEiZPnox33nkHgYGB2L17N1QqFUJCQvDHH38oG1jTq509exbDhg3DlStXAAD9+/eHpaUlSpYsif79+6NixYro3Lkz6tSpgy5dusDCwgJ37twBAFhYWMDa2tqQ4RuFGzdu4NixY9i+fbte305ElI2oS5QogZo1a2LPnj3KOQDK7Cdusv5y169fx86dO7Fy5Uqo1WqYmJggIyMDGRkZUKvVOHfuHEaOHInQ0FBs3LgRAQEBqFWrFk6dOqX8GzDHL6eblf7dd99BRJRZ0/L/s/S0Wi0SExORnJyszAiZOnUqGjZsiNu3b7NdzqaEhAQcP34cmzdvRmpqKkQE7dq1w+DBgzFjxgysXbsWQOaqDQBgZ2cHCwsL2NnZsQ7ngFarBYDnZpSKCHx8fPD+++9jwYIFuH79upLXp2fuMdcv9/jxYzx58kT5fvbs2Zg6dSo0Gg1mzJiBcuXKwcbGBhUqVMDIkSPx+PFjXLhwAQDg4OAABwcHQ4VuVM6ePYvJkycDyLy/e++99wBk1m9TU1NYWlrCxcVFr/1dunQprl+/DlNTU87ey4as+nCdO3eGr68vPvvsM+zYsQMAYG5uDgAoUqQIHj16xHu9HLh37x7OnDmDI0eOKMf69OmD69ev49tvv4WXlxcaNGgAAEhPT0daWhqqVasGZ2dnpTzbZKL8watGAXPu3Dn89ddf6NWr13PL5jk7O2Pu3LmwsbGBZO73BbVajZo1a3I6bw6cP38eiYmJSExMxLfffgszMzPUqlULpqam0Gg0MDU1Rfny5bFixQoMGjQI5cuXh42NDfbu3culb7IpOjoajRo1Qvfu3eHu7q50wqpXr47w8HCcOXMGZmZmqFChAoDMjnJGRgbc3d0BQG/ZIcramTNn4Ofnh86dO6NDhw7YsWMHRo8ejcOHD+PHH3/Ee++9h19//RUNGjRAt27d4OTkhPXr18PGxoZLSL6mS5cuYePGjbh27Rrq1q2L7t27K/W0aNGi2L17N06ePIkdO3Zg7969cHBwQPXq1TFkyBD89ddfvNHLhrCwMDRp0gTz589HnTp19M7p2oWKFSsqN9y9evVC3bp1sWXLFoSFhbHdyKbw8HD4+voiNTUVzZs3x8CBA9GsWTMsWbIEP//8M9RqNRYsWIDBgwcDAB4+fAhra2vloSe9WkREBDp16gRLS0vcunULxYsXx/Tp0+Hv7w8nJyelPjs5OWH48OEICAjAyJEj0ahRI0OHbjQiIyPRtWtX2NnZ4ezZs/j6669x5MgR5UFQo0aN8M4778DGxgZbt25FjRo1ULVqVVhYWPDhUDadOXMGjRs3xsCBA9GxY0e9Nla3TKTua5VKBTs7O3z88cdYuHAhjh07hqJFixoqdKMSERGBd955By4uLrh27RosLS0xadIk9O7dG8HBwUhLS8O4ceNw9+5dDBkyBBqNBidOnICdnR2XNMyme/fuwdnZGSYmJlneZ+i+b9q0KX777TecO3cOJUuW5LKROXDu3Dl069YNY8eORffu3ZWlOWfOnIkOHTqgUqVKAP5ditPW1hZOTk4ccMqhiIgI1KtXD2lpaWjatCk6duyonHu6rmo0GuXFzmnTpmHu3LmIiYnJ93iN0bN9uGLFimHmzJno0qULgoODMWvWLEydOhX3799Hjx49kJGRgYsXL6Jo0aJ6LxvRi0VGRmLw4MFITEzEgwcPUKNGDWzfvh1A5kCeWq3G1atXcezYMZQqVQpmZmZYs2YNUlNTUb58eQNHT/QflP+TrSivnD9/XpycnESlUsmkSZPkzp07yrkXLb8yefJkTu/NoXv37kmnTp3k+++/l1q1aknv3r0lKipKRPSXVUhLS5MePXqIk5OTREdHGypco5OUlCStW7eW4cOHK8diY2Pl9OnTcuHChefK37lzRyZOnCjOzs5y7ty5/AzVaKWmpkrv3r1l9OjRyrGUlBSpWbOmqFQqGTBggDx69EjeeecdKVeunBQrVkxatWolzs7O3PT0NUVEREipUqWkRYsW0qBBAzExMVE2ARcROXTokLi6ukqlSpXk5MmTyvH4+Hg5f/68IUI2OmFhYWJjYyPjx49/YZmn2+jo6GgpXbq0ODk56S31RC8XFhYm1tbWEhwcLBMmTJBGjRopS8zqPJ1nEZFx48ZJgwYNuBxONt2+fVs8PDxk8uTJcuHCBbl+/bp0795dPD09ZcaMGUqfTavVilarleTkZPH29paRI0dyKZxsio2NlSJFisjUqVMlPj5eLl68KEWKFJHNmzcrZdasWSONGjWSU6dO6f2sbrk9ejmNRiPvv/++DBw4UPn+n3/+keXLl8vZs2f1li178uSJeHt7i7+/v1hYWMjx48cNFLXxuXr1qlSoUEFmzZolCQkJotVqpXPnzmJhYSHjxo2TBw8eyI0bN2T27NliaWkpFSpUEG9vb3FxcXmublPWoqOjxdTUVEaOHKkce9lSTS1bthRfX9/8CK1AmTJliqhUKilevLisXr36lcshBwUFScOGDeX+/fv5FKHx0/XhRo4cKT169JDevXtLcnKyXn3WaDSSlpYmlSpVkv/973/yxRdfiKWlpd79Cb3Yi/pwlSpVklmzZklqaqqEhYXJsGHDxMzMTLy9vaV+/fri6OjI++xsOnPmjBQpUkRCQkLk8OHDsn37dilXrpxMmjRJRDL7aenp6fLBBx+Ii4uLtGrVSjp27Ciurq7MMZGBcPCpgEhKSpL33ntPBgwYIN9++62oVCoJCgrSG4B6WnR0tEydOlXs7e0lPDw8n6M1Xmq1Wm7fvi2VKlWSa9euyR9//CF16tSRIUOGSIMGDaRLly4iIpKRkSHffPONmJqa8sYuh1JTU8XPz09OnTolarVa/P39pU6dOlKoUCGpX7++so66iEhUVJQEBQVJmTJlmOccatGihcycOVNE/l3/Pzg4WDp37ize3t7yww8/iIjI9u3bZcGCBbJixYosB//o1S5fviwVKlSQ4OBg5aH8smXLxNXVVRkwzcjIkK+++koZyKacOXfunFhaWsqUKVNEJHP99E2bNskPP/wgf/75p97eRBqNRrRarYwdO1bMzc319oSilztx4oTY29vL5MmTRURk7dq14uDgIAcPHhQReW7gY8+ePTJ69GgpVKgQB/hyIDo6WsqWLSsnTpzQOz5x4kSpVq2afPbZZ5KcnKx3bv78+XwBI5sePnwo7dq1k7Fjx+od9/f3l6VLl8r8+fPlzJkzIiLcm+wNqNVq8fPzk5UrV4qISJMmTaR27dri4OAg5cuXl6FDh8qVK1dEJHMARaVSiYWFBe9Lcujvv/+WevXqyZ07d5R9Uo8fPy5FihSRGjVqyMyZM5UB09jYWFm2bJmsW7dOLl26ZMCojcf169elbt264uPjI3Z2djJq1Cjl3LMDULo8//DDD1K7du0X3odT1nbu3ClTpkyRiRMnioWFhfz0009ZDvKFh4fL2LFjxdHRke1FDpw8eVIKFSqk9JUXLFgg9vb2yktuz+a6WbNmUqFCBbGxseELATnwsj6cl5eXzJ8/X7RarSQlJcnhw4dl9uzZsmTJEr5smE2PHj2SwMBAGTFihHJMo9HIqFGjpFOnTnplL1y4ID/88IMEBATIlClTlL4dEeU/Dj4VEE+ePJFvv/1W2RRy/fr1LxyAio+Pl4CAAPH09OTDoBzSdcp69+4tf//9t4iIbNmyRYoUKSKFChWSFStWKGX//PNPPgh6DTdv3hQXFxfZsWOHjBs3Tvz9/SU8PFy2bdsmQUFBUqxYMfntt9+U8vv371ceXtCr6d6Sb9SokfTt21d5WHzt2jVxc3OT5cuXS58+faRRo0YGjrRg0Gg08sknn0ibNm30Zn3oZkKxE/zmMjIyZPTo0eLs7Ky0De3atZPq1atL2bJlxcTERLp166Y3QH327Flp3749B61zICkpSWxtbWXcuHF6x1u0aCHNmzfPcsbN33//LQEBARIREZFfYRYIYWFhUqpUKfnnn39ERH8AZPTo0eLu7q48cNNtVE05s2TJEgkNDVW+nz17tpiZmUmzZs3E09NTihQpIr/++quIcDPqN9G5c2dZuHChTJs2TVq3bi1xcXGSkZEhCxYskAYNGsisWbNEo9HIkydPZN68eRIbG2vokI3ODz/8IEWLFtU7tnfvXunYsaP069dPihUrJvHx8QaKzrhpNBr5+eefpVu3bnLo0CFZv369WFtb6w1APTvTV0Tk7t27z80IplfbuXOnVKlSRUREhg4dKtbW1rJx40YZOnSoLFiwQEREYmJiJCQkRKpWrcrnGDnw4MGD51YHSE9PFx8fH+nXr1+W17kmTZqIra0t+3A5dOrUqZf24dzc3Dho+gYeP34sAwcOVF6U1Vm/fr1Uq1ZN0tLSJDU1Ve9cVu00EeUvDj4VIE+/2S0ism7dOlGpVDJhwgS5e/euiGS+kXXr1i25evWqXL161RBhFgj9+vWTkJAQEREZNGiQODo6SpUqVeS9996Tw4cPGzg646bVaqVHjx7ywQcfSIcOHZRBPpHMN2P79Okjw4YN4wO3N3Tw4EExMTGRxo0bS9++fcXW1lYGDx4sIiKRkZFSqFAhiY2NZWctF+zfv19pL3Q0Go2ULVtW9u7da5igCphz587J+++/L/Xr15fSpUtLu3btJDY2Vp48eSInTpyQkiVLSr9+/fR+5vHjxwaK1ng9/aa87g3vpUuX6i0X+Wyb8ewMHcqeOnXqSLNmzZTvn76R9vHxkR49ehgiLKOX1QO2f/75R8qXLy+bNm1S6munTp3Ex8cnv8MrMHTtwLBhw6RGjRrSu3dv+f777/XKTJgwQTw9PZX+HPt1r+fGjRtSrFgx6du3r8TFxcnBgwfFxsZGPvnkExERqVy5snz00UcGjtJ4XblyRTZt2qR8v3bt2ucGoDhA/WZ0+UtMTJTGjRsr7fD48ePF1NRUChcurMy80Wg0EhMTIzdv3jRYvMbq6eXGtFqtqNVqmTx5snh5eekt56uzbt06uXjxYn6HaZQSEhL0tlnw8fFhHy6XJSQkKCuEXL58WTmuq7O6waenPft8lIgMh7tfFiC6zY81Gg1EBN27d8cvv/yCL774Ap9++ikSEhIQFBSEoUOHokiRIihVqpSBIzY+8v8bIzdv3hyWlpYYMWIEtm7dipMnT2LOnDnYv38/Vq5cidTUVANHarxUKhU+/PBDrFixAlu2bEF6erpyrlSpUnB1dUVMTAzMzMwMGKXxa9iwIY4cOYIyZcrA0tISn332GZYuXQoAuHjxIkqVKoXixYtzk+TX9PRmsY0bN8a8efMA/NuGAJl1PSMjQ/l+9+7duHPnTv4FaeSeznHFihURHByMihUronr16vjyyy/h4eEBa2tr1K5dG4sXL8bq1atx7tw5aLVaAICdnZ2hQjcqT+fZzc1N+drU1BQA0KNHD6SkpGD58uUA/t2sWlfXdRuG04slJyfj8ePHePTokXLs+++/R3R0NHr16gUAsLS0VDb+bty4MZKTkw0Sq7HS5fjx48fPnStXrhx27NiBjh07wsLCAgDQqFEjmJqa6rXR9HJP12NdO/DFF19ARPDLL78gPj5er3zr1q1hYWGBpKQkAIC5uXm+x2yMnm0vihUrhsWLF2Pfvn1o0KABOnXqhGHDhmHixIkAABcXFzx58sSQIRud+/fvIzY2FufOnUPp0qXRsWNH5Vy3bt2wYsUK/Pjjjxg9ejQAQKvVYs2aNYiMjDRUyEbn/v37OHPmDM6fP6+0s/b29khJSUFoaCgA4PHjx7C2tkZKSgouXLiAJ0+ewMTEBJ6ennB1dTVk+EZDV5fPnz+PKlWq6J0zNTXFmDFjcOXKFSxZsgRA5r2Jrv/WvXt3uLu753vMxub69euoVq0apk6diiNHjgAAli5disjISPbhcsnTOT516pRyP6LRaKBSqQBk3n/o7vEA4MMPP0SPHj307mOIyHD4VLEA0j0Q0mq16NGjB9auXYsFCxagefPm+OabbzB9+nRYWVkZOErjpLu4ubu746OPPsKGDRvw119/wd3dHQEBAZg/fz6Cg4OZ3zfk4+ODbdu2AQB++OEHREdHK+cyMjJQqVIlpQNHr69OnTpYtWoVli5dihEjRijHDxw4AFdXV6W+U86cO3cOCxYswI0bN5Rjuhs5lUoFtVqNlJQUmJqawt7eHgAwefJktGrVig86symrHJcvXx5z5szBBx98gHLlygH4N+/p6emoXLkyihYtygHVHHg2z8+2CRqNBnZ2dggJCcHff/+NkydPKufYfmRPTEwMOnfujCZNmsDT0xM///wzAMDT0xMLFy7Ezp070a1bN2RkZCh19/bt27C1tYVardYb0KasvSjHutyVLFlSaTN0L7acOXMGXl5erMfZlFWONRoNbGxs8P3338PLywtr167F9u3blYdu27dvR+HChWFpaWng6I3Hs3les2YNAODdd99FTEwM/vrrL+zduxdffPEFACAtLQ12dnYoXbo0ALC9yIaoqCi0bNkS3bt3R7Vq1TBnzhy9ttbU1BRdunTBTz/9pAxAjR8/HgMHDoSDg4OBozcOuhwHBgaiWrVq+Oyzz5CSkgIg82WijIwMjBkzBlu2bEF0dDSGDRuGnj17YvPmzazDOfBsXf7ss8+UB/EqlQoajQZFixbF0KFD8ffff+PKlSvKOcq+8+fPIzExEYmJiVi8eDFOnz6NGjVqYNGiRfj7778REBDAPtwbejrHCxcuVO43TE1NlQEnGxsb5fnQ5MmTsXjxYkyZMkV5NkpEBmaI6VaUP7RarTINtXnz5uLk5MQ1e3NJenq6LFu2TFmvl8st5I39+/dLiRIlpG7dujJo0CDp27evODg4SGRkpKFDK5AiIiJkxIgRYm9vz3XUX9P58+fFyclJVCqVTJo0KcvNpjUajaSkpEj58uXlxIkT8tFHH4mtra0cO3bMABEbn1flOKv2eMKECeLv7y+JiYn5FabRy05d1tEtbfjtt9/mY4TGLzo6WpydnWXcuHHy888/y/jx48Xc3FzZiyw5OVk2bdokpUqVEg8PD3n33XclMDBQbG1teR3Mphfl+Onlh56Wnp4uU6dOlSJFinD/oWx6VT3WaDQSFRUlNWvWlDJlyoi3t7d07NhRChcuzL5GDrwqz8969OiRhISESNGiReXChQv5HK1x0uV4woQJEh0dLfPnzxeVSpXl3rJqtVp++eUXUalU4ujoKCdOnDBAxMbnRTnWLaP1+eefi0qlEldXV2WpPZHMfhzb5OzLSV3esWOHFCpUSDZs2JD/gRYA9+7dk06dOsn3338vtWrVkl69ein7fm/cuFGqVKkilStXZh/uDTyb4969eytL8OmW+d24caPUr19fJk+eLBYWFspy4ET0dlCJcLi9INNoNAgKCsKCBQsQFhaG6tWrGzqkAkOr1fIN+nxw9uxZrFmzBkeOHEHFihUxYsQIVK1a1dBhFThpaWnYunUrfv31V0yaNIltxWtITk7G6NGjodVqUadOHXzwwQeYMGECgoODUaRIkefK16pVC2ZmZggPD8ehQ4fg4+NjgKiNS3ZyLCLKW5vR0dFYu3YtvvnmGxw8eBDVqlUzZPhGI6d1GQAGDBiAI0eOIDIyEmZmZnxz9hXu37+Pnj17wsPDAwsXLlSON2vWDNWqVcPXX3+tHHv8+DHmzJmD+/fvw8rKCsOHD39u+Rx6XnZy/HR7sXv3bixevBhHjx7Fpk2bULNmTUOFbjRymuOlS5fi2rVrsLGxQUBAACpVqmSo0I1KdvL89H1JWFgYvv/+e2zatAl//fUXatWqZajQjcbdu3fRpUsX1KxZEwsWLACQ2Z9o164dpk+fDmtrazg7OyuzyDQaDYYOHYpff/0VR48ehaenpwGjNw4vy/G0adNgZ2eHiIgIZbkyb29vaDQazlzIoZzWZQBo164dkpKSsG/fPqhUKvbhskmj0eD+/fvw8/PDnj17cOzYMcybNw/Vq1dHXFwcXF1d8eOPP+Kjjz7Cw4cP2Yd7DS/KcY0aNRAdHY1ixYrh999/x9q1a9G7d28ULlwYO3fuRO3atQ0dOhE9hZum/Ad4eXnh1KlTfJicyzjwlD8qV66M2bNnK1Oqmfe8YWlpiXbt2qF169bK/nGUMyYmJqhduzacnZ3RvXt3FClSBD169AAAvYf2Go0GiYmJuHjxIpKSknD69GkOimRTdnKsu2G+fPkyJkyYgHPnzmH//v3McQ5kty4D/w72DR8+HDNmzOC+LdmUkZGBhw8fomvXrgD+faHF3d0d9+/fB5CZWxFBoUKF8Omnn+qVo1fLTo517YWIwN3dHdWqVcPcuXNRuXJlg8VtTLKbY90D5CFDhhgyXKOVnTw/3S7UqFEDLVu2RHBwMPdsySaVSoU2bdooOQaAOXPmYPv27bh58ybu3r0LLy8vTJ06FX5+fti5cyf27duHPXv2cOApm16W4xs3biAxMRHVq1fHsGHD4O3tDQAceHoNOa3LAPD++++jWrVq7F/kkImJCVxcXFCnTh1ERUUhICAAlpaW6N+/P1JTU7FgwQIUKlQIn3/+OQD24V7Hy3Kclpam9Cvq1q2Lhg0b4rvvvuM9H9FbiINPBZypqSnee+89vr1CRo8dtbxnaWnJvRfegLW1Nfr3768M3gUGBkJE0LNnT4gIQkJC4OzsDBGBVqvF+vXrUapUKXh5eRk4cuOR3RxrNBrY2tpi8eLFMDExQZkyZQwcuXHJbp61Wi0uX76McuXKoV69egaO2ri4urpizZo1qFixIoDMQWkTExOULFkS8fHxAKC8ffzo0SNlfzj257IvOznWefLkCcqVK4dp06axv5ED2c2xqakpHj9+jEKFCgHQn6FKr5aTuqxrL7p06WKIUI2Ws7MzPvjgA6WOrlu3DjNmzMC6devQsmVLREVFYcKECdi9ezf8/PxQs2ZNHDx4EMWKFTNw5MbjVTkODw9HSEgIjh07hrZt2xo4WuOV07oMZO4bRzmnu46Zmppi37598Pf3xx9//AGNRoMyZcogNDQUXl5eqF+/vl55yr6X5bh06dI4cOAAPD09Ua9ePfz99998iZboLcXBp/8AXuSIiPKHrsOrezDUvXt3iAh69eoFlUqFsWPHYv78+bh8+TLWrFkDGxsbA0dsfLKb40uXLmHt2rWwsrIycMTGKbt5jo+Px+rVq2Ftbc3+Rg7pHiRrtVplxpiI4Pbt20qZefPmwdLSEqNHj+Zyhq/hdXJMOcN6nD9Yl/Oe7mE9APj6+uLEiRPKkoWNGzdG0aJFceLECQCZA4KUcy/LcbNmzeDi4oKTJ08aKrwCIzt1mXl+c7oXKZo3b45Lly5hxIgR2Lp1K06ePImwsDAEBQXBwsICNWvWhKWlJa99ryE7OTY3N0eNGjU48ET0FmOvlIiIKJeZmpoqM5x69OgBlUqFvn37YtOmTYiLi8OJEyc48PSGXpbjCxcu4NixYxx4ygWvyvPx48dZl9+QiYmJ3kwQ3cyb6dOnY86cOTh9+jQfJL8h5jjvMcf5g3nOH25ubnBzcwOQOeCXnp4OOzs7LmOfi5jj/ME85x1dO+zu7o6BAwfC1dUVmzdvhru7O9zd3aFSqeDt7c2VRd4Ac0xUMKhERAwdBBERUUGku8SqVCq0aNECYWFh2LdvH9eizkXMcf5gnvOWbh+AmTNn4saNG6hYsSKmTp2K0NBQ5W1lejPMcd5jjvMH85z/pk+fjpUrV2LXrl3KLDTKXcxx/mCec19GRgZWr14NHx8fVK9enUvL5gHmmMi48bUoIiKiPKLbaD0oKAh79+5FWFgYH9bnMuY4fzDPeUs3e8Hc3BxLly6Fvb09Dh48yAfJuYg5znvMcf5gnvPPb7/9hv3792PdunXYuXMnH9bnAeY4fzDPecfc3BwDBgxQ2mYOiuQ+5pjIuHFHXSIiojzm5eWFU6dOcYmLPMQc5w/mOW/5+/sDAEJDQ+Hj42PgaAom5jjvMcf5g3nOe1WqVMGdO3dw4MAB1KxZ09DhFEjMcf5gnvOWblCE8g5zTGS8uOweERFRHuPSAHmPOc4fzHPeS05O5qbJeYw5znvMcf5gnvNeRkYGzM3NDR1GgcYc5w/mmYiIDIGDT0RERERERERERERERJRrOG+RiIiIiIiIiIiIiIiIcg0Hn4iIiIiIiIiIiIiIiCjXcPCJiIiIiIiIiIiIiIiIcg0Hn4iIiIiIiIiIiIiIiCjXcPCJiIiIiIiIiIiIiIiIcg0Hn4iIiIiIiIiIiIiIiCjXcPCJiIiIiKgAmTlzJlQqFVQqlaFDeav99NNPSp4uX75s0Fj4b0ZERERERAUNB5+IiIiIiHLZ5cuXlcGEN/lDL9e0aVPmioiIiIiI6C3EwSciIiIiIqK3mG6QrWnTpoYOhYiIiIiIKFvMDB0AEREREVFBU7JkSURGRr7wfLVq1QAAPj4+WLFiRX6FRU8ZMGAABgwYYOgwAGQuuzdz5kxDh0FERERERJRrOPhERERERJTLzM3NUbVq1VeWs7W1zVY5IiIiIiIiImPCZfeIiIiIiIiIiIiIiIgo13DwiYiIiIjoLaPVarFmzRq0a9cOxYoVg4WFBVxcXNCsWTN89913SE9Pf6PPDwsLg6urK1QqFYoXL46IiIjnyuzduxf9+/dHuXLlYGNjA3t7e1SrVg1BQUFISEh44WfPnDkTKpUKKpUKAJCamorPP/8ctWrVQqFChVCoUCHUrVsXixYtglqtfqPf40389NNPSpyXL19+7vyz+yzFxcVh2LBhKFeuHKytrVG2bFkMGjQI8fHxej8XFRWFgQMHoly5crCyskLp0qUxfPhw3L59+4WxPJsznQEDBkClUmH//v0AgP379yvldH/Kli37RnkgIiIiIiLKC1x2j4iIiIjoLXL//n106tQJhw4d0jt+9+5d7Nu3D/v27cOiRYuwbds2uLm55fjzDxw4gI4dOyIxMRFly5bFrl27UL58eeV8amoqBg4ciHXr1j33s1FRUYiKisLixYuxdu1adOzY8aV/161bt9CmTRuEhYXpHT9+/DiOHz+OHTt2YOPGjTAxebvfidu1axc6d+6Mx48fK8fi4+OxfPlybN68Gfv374eHhwfWrl2LAQMG6A0OXrt2DUuWLMG2bdsQGhqKEiVKGOJXICIiIiIiyldv910eEREREdF/iEajQYcOHZSBpyZNmuC3337DiRMnsGnTJrz77rsAgNjYWLRo0QJJSUk5+vwtW7bA398fiYmJ8PLywqFDh/QGnkQEXbt2VQaeOnbsiNWrV+PQoUM4fPgwFi5ciDJlyiA5ORldu3bFiRMnXvr3de7cGTExMRg9ejR27tyJkydP4pdffoGnpycA4K+//sLSpUtz9Dvkt4SEBAQGBqJw4cL45ptvcPToURw4cABjx46FSqXC7du3MXjwYBw/fhz9+vVD+fLl8eOPP+LYsWPYu3cv+vbtCyBzsGr8+PE5+rvnzp2LyMhI+Pj4AAB8fHwQGRmp92fHjh25/jsTERERERG9Kc58IiIiIiJ6SyxZsgSHDx8GAPTr109ZGg4AateujY4dO2LKlCn4+OOPceHCBcyePRuffvpptj77l19+Qf/+/aFWq1G3bl1s27YNTk5OemV+/PFHbNmyBebm5ti0aRPatGmjd75+/fro27cvGjVqhOjoaIwdOxYHDx584d+pm92kW7oOAGrVqgV/f39UqVIFt27dwnfffYehQ4dm63cwhPPnz6NixYo4dOgQXFxclON+fn4wMzPD/PnzcejQIbRv3x5169bFzp07YWNjo5Rr2rQpUlNT8dtvv+H333/HnTt39D7nZUqWLImSJUvC1tYWAGBra4uqVavm7i9IRERERESUBzjziYiIiIjoLfHtt98CAFxcXLBo0aLn9gACgFmzZsHDwwMAsHTpUqSlpb3yc7/77jv06dMHarUaLVq0wO7du58beBIRZSBr9OjRzw086Tg6OuLzzz8HABw6dAjnz59/4d87atQovYEnHScnJwwcOBAAEBkZicTExFf+Dob09ddfZzlgNGLECOXru3fv4scff9QbeNIZPnw4AECtViuDi0RERERERAUZB5+IiIiIiN4CCQkJiI2NBQAEBgaiUKFCWZYzMzNTBm4ePHiAU6dOvfRz58yZg5EjR0JEEBAQgC1btsDOzu65cjExMbhw4QIAoGvXri/9zMaNGytfv2wwpXfv3i88V7t2bQCZg16XLl166d9nSIULF4a/v3+W59zd3ZV/p+rVqyvLCT7L29tb+frixYu5HyQREREREdFbhoNPRERERERvgaioKOXrevXqvbTs0+ef/rlnjRs3DtOmTQMADBw4EL/99hssLS2zLPv0/k2+vr5QqVQv/PP04NXNmzdf+PfrZmhl5emZV48fP35hOUOrWLFiljPQdAoXLgwAqFSp0ivLAG/370pERERERJRbuOcTEREREdFb4P79+8rXRYsWfWnZYsWKZflzz1qwYAEAoGrVqvjxxx9hYvLid89u376dzUj1PXny5IXnslqCTufpWDQazWv93fnhZb8D8O/vURB+VyIiIiIiotzCwSciIiIiorfMy2ba5ESXLl3w+++/IyoqCmPGjME333zzwrJPD4r89ddfKFu2bLb+jlcNlBEREREREdF/DwefiIiIiIjeAk8vQ3fr1q2Xln16qbunf+5Za9euRWBgIDZu3IhFixbBzMwMX331VZZlnZ2dla8LFy6MqlWrZjd0IiIiIiIiIj3c84mIiIiI6C3w9GDP0aNHX1r22LFjWf7cs8zNzbF+/Xp06NABQOYyfEFBQVmWrVmzpvL1oUOHshUz5Y/cmglHRERERESUXzj4RERERET0FihRogQ8PT0BAL/++iuSkpKyLKfRaPDTTz8BABwdHVGrVq2Xfq6FhQV+//13tGvXDgAwf/58hISEPFeuVq1aKFWqFADghx9+QGpq6uv+KpTLrKysAABpaWkGjoSIiIiIiCh7OPhERERERPSWGDlyJADgzp07GD16dJZlZs2ahZiYGADAkCFDYGlp+crPtbCwwB9//AF/f38AwKeffoqpU6fqlTExMcHkyZMBABcvXkS/fv1eOtjx6NEjLFq06NW/FL2x4sWLA8j8dxERA0dDRERERET0atzziYiIiIjoLTFs2DD8/PPPOHz4MFasWIH4+HiMGDEC7u7uuHHjBpYvX44//vgDAFC+fHlMmzYt259taWmJjRs3olOnTti5cyfmzp0LU1NTzJo1S+/v37lzJzZs2IDffvsNp06dwtChQ1G3bl04ODjg0aNHOHPmDPbt24dNmzbBysoKH3zwQa7n4XXoZoO9jJOTEzp16pT3weSyBg0aYMWKFbh9+zbGjx+PPn36wMHBAUDm0opubm4GjpCIiIiIiEgfB5+IiIiIiN4Spqam2Lx5Mzp16oRDhw5hz5492LNnz3PlPD09sW3bNtjZ2eXo862srPDnn3+iQ4cO2LNnDz766COYm5srs6BUKhXWr1+PMWPGYMmSJbhw4QKCg4Nf+HlFixbN2S+YhwYOHPjKMt7e3kY5+NSjRw/MmzcPFy9exIIFC7BgwQLlnJubGy5fvmyw2IiIiIiIiLLCZfeIiIiIiN4iTk5O+Oeff7Bq1Sq0adMGrq6uMDc3h7OzM5o2bYpFixYhLCzstWe7WFtb46+//kKTJk0AANOmTcO8efOU8+bm5vjuu+8QHh6OUaNGoVq1anBwcICpqSkcHBxQo0YNDBo0CP/73/8QGxubK78zvZydnR1CQ0MxZswYeHp6wsbGxtAhERERERERvZRKuGg4ERERERERERERERER5RLOfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJcw8EnIiIiIiIiIiIiIiIiyjUcfCIiIiIiIiIiIiIiIqJc83/bqPzwwrCwyQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# gpt4-turbo-128k\n",
    "\n",
    "json_data_file = \"./gpt4-turbo-128k_stacked_news_labeling.jsonl\"\n",
    "pivot_table = create_pivot_table(json_data_file)\n",
    "save_figure(pivot_table, \"gpt4-turbo-128k_heat_map.pdf\", \"GPT4-Turbo-128K\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "29847it [00:00, 480112.41it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   avg_context_length  pos_ratio     score\n",
      "0             1381.25       4.17  0.714286\n",
      "1             1381.25      12.50  0.925926\n",
      "2             1381.25      20.83  0.937500\n",
      "3             1381.25      29.17  0.882353\n",
      "4             1381.25      37.50  0.937500\n",
      "You have 192 rows\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# moonshot-v1-32K/128K\n",
    "json_data_file = \"./mooshot-v1_stacked_news_labeling.jsonl\"\n",
    "pivot_table = create_pivot_table(json_data_file)\n",
    "save_figure(pivot_table, \"moonshot-v1_heat_map.pdf\", \"Moonshot-v1-32K/128K\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29843"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
